Lessons Learned from WBR’s 2019 Field Service Palm Springs Conference – How FSM Solution Vendors & FSOs Are Advancing Service Together

[WBR’s annual Field Service Palm Springs conference is the premier Field Services event of the year – and this year was no exception! More than 850 field service professionals attended the conference during the last week of April, 2019.

The following is a brief excerpt from SFG℠‘s “Lessons Learned …Analysts Take report, written and distributed under the auspices of WBR. Our suggestion? Don’t read the following excerpt – go to the bottom of the page and download a complementary copy of the full report, and read up on what the key players in the field services community had to say with respect to “Advancing Service Together!“]

Since 2003, WBR has been bringing together the world’s leading services organizations to “benchmark, establish best practices, embrace new technologies and build a strong network to enhance its attendees’ services businesses and field operations.” Each successive conference over the past 16 years has provided participants with “future-facing content and a mix of interactive session formats that ensure [they can] learn and network most effectively.” As such, these annual (and mid-year) Field Service events are designed to set up its attendees “for maximum profitability and competitiveness in [their] service business.”

The main theme for WBR’s 2019 Field Service Palm Springs conference was billed as “Advancing Service Together” – and the succession of speakers, presenters, moderators, panel participants and practitioners all supported that theme throughout the conference by sharing examples (i.e., mostly success stories) about how it takes a strong commitment to teamwork to have any chance of meeting, let alone exceeding, management goals for improving employee and customer satisfaction – while at the same time, driving increased services revenue streams and making a profit by doing so.

In fact, there appeared to be more focus on the importance of attaining high levels of employee satisfaction and retention (and their linkages to customer satisfaction and retention) in the 2019 Palm Springs conference than in any of the past WBR Field Service events in recent memory.

“What struck me most about this year’s Field Service Palm Springs event is the overall progress of the industry – it was far more conversational this year among service executives. Rather than a few innovative leaders speaking up and the majority of attendees listening and learning, there was far more collaboration. It was clear to me that we’ve moved beyond an advanced few tackling the service evolution to now everyone being somewhere along the journey. This made for a far more engaging dialogue among attendees, presenters, and the vendor community.”

– Sarah Nicastro, Field Service Evangelist
Future of Field Service

Each of the two Main Days of the conference had a particular focus, beginning with Day One setting its sights on “Leveraging IoT, Big Data, and AI To Move Towards Preemptive Service And Achieve Customer Business Outcomes”; and Day Two focusing on “Increasing Revenue With New Service Offerings And Knowing What Your Customer Wants.”

Overall, WBR’s 2019 Field Service Palm Springs conference gave every attendee the opportunity to learn, question, network, buy/sell and interact with vendors, practitioners, editors, writers, industry experts, consultants, research analysts, peers and competitors and every other important person or company in the field services business.

The temperature was hot – but so were the topics that were covered at the conference. One of the key points that I made as part of my Track A opening remarks was that “the main benefit of this conference is that it represents a middle ground between what we all learned last year, and what we will expect to learn next year.” As such, this year’s conference represented another key milestone in the Journey that we, as an industry, are taking along with our customers.

“As Bob Dylan once wrote and sang, ‘The times, they are a’changin’.    He must have been singing about the field services industry!”

– Bill Pollock, President & Principal Consulting Analyst
Strategies For Growth℠

Here’s looking forward to seeing you all at Amelia Island later this year, and in Palm Springs again next year!

[To download a complementary copy of the full “Lessons Learned …” report, simply click here: @@@ 2019 Field Service Palm Springs Analysts Take Report.]

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Bill Pollock’s Responses to Field Service News’ 2019 Big Discussion Questions

[This is the companion piece to Field Service News’ 2019 “Big Discussion”, published in four parts in its digital magazine. This Blog contains the full text of my responses to Associate Editor, Mark Glover’s four questions. Please visit the FSN Website to view my edited responses, along with those of other services industry experts, at: https://www.fieldservicenews.com/blog/the-big-discussion-what-challenges-opportunities-and-trends-should-we-expect-in-2019-part-1.]

FSN – Across the last twelve months what do you think has been the biggest shift in how we approach field service delivery? 

Pollock – The last 12 months have been quite a bit more active among global Field Services Organisations (FSOs) with respect to their acquisition and implementation of new technologies. For example, after having spent a number of years more as a perennial line item on an organisation’s “wish list”, Augmented Reality (AR) has gained a much wider acceptance, and is presently in use by more than twice as many FSOs as just a year earlier. In fact, the trend lines for AR adoption are have begun to increase at an accelerating rate. We are now also seeing the further incorporation of Artificial Intelligence (AI) and Machine Learning into existing FSM systems. As a result, many FSOs have already begun the transformation from the traditional break/fix model to the use of predictive diagnostics and AI-powered chatbots to facilitate and expedite service delivery.

FSN – IoT has become an increasingly key discussion amongst field service companies in recent years – do you think it will soon be essential for field service companies to embrace IoT?

Pollock – I believe it is already essential for field service companies to embrace the IoT. That ship has already sailed – and those FSOs that run their services operations on an IoT platform are already beginning to see the return on their investment. The enormous amount – and wealth – of data that is now being generated through the use of an IoT platform is turning many of the traditional ways of thinking upside-down. For example, it has created an environment where the “old” (i.e., last year’s) way of measuring performance is becoming almost instantly outdated. For example, last year, an FSO might have been assessing its service delivery performance on the basis of asset uptime or SLA compliance, etc. However, this year, they may need to gauge their performance viaan entirely “new” set of KPIs! Measuring your performance in providing “power by the hour” or “airplanes in the air” is quite a bit different than measuring on the basis of the number of monthly site visits, PM calls and asset uptime.

FSN – What do you think should be the key areas of focus for field service managers across the next twelve months?

Pollock – The next most important areas of focus for field service managers in the coming 12 months will likely be among the following three items: (1) embracing the “new” technologies to support an expanded and enhanced capability to deliver their respective service offerings. Artificial Intelligence (AI) and Machine Learning have been around for more than 50 years, but are still relatively new to the services segment – but, it’s time to build them into your service operations! (2) Changing the way in which you deliver – and price – your service offerings. Traditional break/fix service is essentially “dead”. Long live predictive diagnostics and predictive maintenance! Have you spoken to any chat bots lately? Well, you will! (3) Re-engineering the way you measure performance metrics, or KPIs. Mean-Time Between Failures (MTBF) and Mean-Time-to-Repair (MTTR) will not mean anything in an environment where services are being performed remotely on an ongoing basis. It will be time to replace some of the old “tried and true” KPIs with new ones that can measure systemic productivity, rather than merely individual field technician productivity. It’s time to rethink the entire service delivery process – and adjust to it!

FSN – What is the biggest area of concern that field service companies should address in the next 12 months?

Pollock – The biggest area of concern for field service companies in the next 12 months will be, if they’re already somewhat behind the technology curve (or with respect to the competitive landscape), what do they need to do todayto ensure that they will not fall further behind? And, it’s not just a matter of technology either; many FSOs will need to alter their corporate philosophy and mentality as well. Technology goes hand-in-hand with the personnel that use it, so attention must also be given to how the organisation goes about replacing, and/or supplementing, its existing field force with new hires or the use of outside, third-party “feet on the street” support. The services world is evolving so quickly, that any missteps along the way can be devastating – so every step, every move counts. There will also be no time for any intra-mural infighting – only for collaboration and inter-departmental cooperation. Equipment will keep on breaking, and end-of-lifecycles are getting increasingly shorter. As such, there will always be the need for services organisations to deliver their support! However, only those that have the technological and corporate wherewithal to continually improve the way in which they deliver their services will rise to the top of the competitive order – and stay there!

Complimentary, Companion, SFG℠ Analysts Take Paper to Our “The Future of Field Service” Article

Sarah Nicastro, in her new position at IFSWorld, has just launched the inaugural issue of her e-journal, The Future of Field Service! It was my honor and privilege to have written more than 30 pieces for her while she was Publisher/Editor at Field Technologies and Field Technologies Online – and I am grateful for the opportunity to continue to write for her in her new role!

Here’s wishing that Sarah continues to enjoy the success she has built all around her for more than a decade serving the Field Services segment!

In the meantime, please feel free to download this complimentary, companion, Analysts Take paper to our first (of many) The Future of Field Service articles; The Future of FSM (Draft-18-11-28-01)

An SFG℠ Analysts Take: There’s Nothing Artificial About Artificial Intelligence

[After you read our latest Blog, below, please be sure to take the time to participate in our 2018 Field Service Management Survey Update. We’ve already sent out our “Last Reminder” and will be closing the survey shortly. However, we don’t want to miss out on receiving your responses and insight! Simply click on the following link to access the survey questionnaire: https://t.co/wbTKMLWdpP.] 

The global field services community is always looking for “the next big thing” to impact Field Service Management (FSM), and many research analysts (including myself) are far too willing to debate whether something like 3-D printing, wearable technology or Augmented Reality (AR) are merely new technology “fads” or, rather, transformative technologies that will ultimately (and quickly) change the face of field service forever. [Note: I believe they’re transformative!]

Whenever a new technology (or a new application for existing technology) is introduced, the initial discussions may range from “It will be the best thing since sliced bread” to “it will never be accepted by the marketplace”. Most, fortunately, find their way into the ability to support the increasingly expansive functionalities of today’s (and tomorrow’s) FSM solutions. Technologies like Augmented Reality (AR) have already established a strong foothold in field service, both as a standalone platform or, integrated with Virtual Reality (VR) into a Mixed Reality (MR) platform.

However, the one “new” technology for which there is virtually no debate, even among the industry’s diverse research analysts, is Artificial Intelligence (AI). For that matter, you can also include Machine Learning (ML) in this category.

What makes AI and ML so different from most of the “new” technologies we have seen talked about in the past is that, first and foremost, neither one is really a “new” technology. The term “Artificial Intelligence” was first introduced in 1956 at an academic conference. However, it was not until 1961 when mathematician Alan Turing (the lead character in the movie, “A Beautiful Mind”) wrote a paper on the application of machines to “simulate” human beings and their ability to perform intelligent tasks – initially to play chess (and to win at it!). [Even I co-authored a published article on neural networks and artificial intelligence applications for field service back in 1993!]

Fast forwarding to today, we see just about every services analyst writing about AI and ML. For example, analyst firm, Gartner, included both AI and ML among its “Top 10 Strategic Technology Trends for 2017”, stating that, “AI and machine learning have reached a critical tipping point and will increasingly augment and extend virtually every technology enabled service, thing or application. Creating intelligent systems that learn, adapt and potentially act autonomously rather than simply execute predefined instructions is primary battleground for technology vendors through at least 2020.”

Further, Gartner “advises CIOs to look at areas of the company that have large data sets but lack analytics. AI can provide augmented intelligence with respect to discovery, predictions, recommendations and automation at scale” – a perfect fit for field service!

However, research firm, Forrester, believes that “there is still a lot of AI progress to be made before machines can truly understand and guide next best actions” and that “Robots, AI will replace 7% of US jobs by 2025 (i.e., “16% of US jobs will be replaced, while the equivalent of 9% jobs will be created – a net loss of 7% of US jobs by 2025.”)

UK-based firm, iTouchVision cites the following four areas where it believes AI will likely have the greatest impact on the field service segment in the coming years:

  • Customer Experience – Primarily through the use of chatbots, “it will be possible to help customers with more speed and accuracy. These bots containing the customer and their equipment information can find out the problem and suggest a quick fix”.
  • Work Productivity – AI overcomes the hurdles faced by manual dispatchers. In the near future, we may also see the replacement of human dispatchers with an AI virtual assistant that considers all the service event parameters including unexpected events. It increases the job completion rate in the first visit by ensuring the worker has right tools and skills.
  • Predictive Maintenance – Predictive, rather than Preventive, maintenance is “the way to increase asset life and quality. The machine-to-machine interaction and the connected devices drive predictive maintenance. It eliminates the unnecessary technician visits to check machine condition”.
  • Data-Driven Decisions – “AI is all about data. With AI in use, it is possible to take more strategic decisions. Reduced repetitive administrative work allows human operatives to focus on predictive analysis. It governs end-to-end work and data flows with automation. Continuous data evaluation and processing presents a clear picture with analytics.

Overall, AI (and ML) are certainly not “artificial” – nor are they simply current fads or trends that will eventually bite the dust. They are real – not artificial; and, as such, should be carefully – and quickly – considered for incorporation into the field services management solution your organization uses to run its services operations.

The IoT Is Changing the Way in Which We Approach Field Service Management (FSM)

The impact of the Internet of Things (IoT) on Field Service Management (FSM) has already been significant – and will continue to grow in magnitude over time. This applies to all services organizations, of all types and sizes, covering all world geographies, and supporting all product-service lines. Yes – it’s that pervasive!

This is especially true for organizations supporting certain vertical industry segments (e.g., aviation/aerospace, energy, factory automation, medical devices, etc.), and is beginning to have a similar impact on all other segments, even going beyond the traditional field service B2B segments, to now include many of the emerging B2C services segments, such as consumer/home medical devices, home security systems, HVAC/electrical and plumbing services, among others.

In fact, the pervasive use of Cloud-based platforms, coupled with the integration of IoT-powered FSM solutions, has expanded the relevant market size to a near-ubiquitous universe encompassing all types and sizes of solution providers, as well.

However, as we sit here and read about IoT-powered FSM solutions, the means with which the IoT is supporting these systems is constantly growing and evolving as well. Even more, if a services organization has not yet embraced and incorporated the IoT into its services operations, they are already a step or two behind the market leaders. For example, for any one of the organizations that are still examining the potential value of incorporating Augmented Reality (AR) into their services operations, there are many others that are already looking to implement Artificial Intelligence (AI) and Machine Learning (ML) – and, increasingly, Blockchain!

The time is now for ramping up on all things IoT, reading IoT thought leadership articles, attending IoT conferences, viewing vendor demos, establishing “long lists” and reducing them to “short lists” for vendor consideration, etc. Gaining management buy-in is also a must – in fact, it is basically a must for all things services management anyway – but, especially with respect to the IoT and the “new” technology it brings to the table.

The most progressive – and aggressive – solution providers have already embarked on the road to an IoT-powered FSM or Service Lifecycle Management (SLM) solution scenario. As such, now is also the time for all other FSM solution providers to do so. Many of your competitors have already done so, and many of your customers (and prospects) are already at least somewhat familiar with what the IoT can ultimately do for them. When the global services management marketplace is more fully transformed (i.e., when the IoT is a ubiquitous factor in every organization’s services operations), your organization will also need to have made the transformation. If the market leaders are already several steps ahead of you, you cannot afford to fall further behind.

Proliferation in the use of Cloud-based and IoT-powered FSM solutions have also led to a major consolidation of the global competitive landscape. The “new” competitive landscape is now comprised of a combination of all types, sizes and categories of solution providers. Most (if not all) of the enterprise services providers are already offering FSM (or SLM) solutions (or, at the very least, “enhanced” Field Service Management solutions). They “get it”, and they’re doing something about it.

Over the past several years, we have also seen many of the large Enterprise Resource Planning (ERP) companies (e.g., SAP, Oracle, etc.) acquire their FSM solution capabilities. For example, Oracle acquired TOA Technologies, IFS acquired Metrix, Microsoft acquired FieldOne, and so on. Some larger companies have also elected to go more organically, such as Salesforce by introducing its Field Service Lightning solution based on ClickSoftware technology. ClickSoftware went private again, but still is a strong competitor in the global FSM marketplace, while also licensing some of its software apps to other organizations.

For the most part, the mid-sized services organization market is only a step or two behind the enterprise services providers in terms of embracing and incorporating the IoT into their FSM and SLM solution offerings. Some are already on an equal footing with their larger competitors. However, where the most “confusion” and uncertainty lies is in the landscape populated by start-ups – and what, in some cases, I refer to as “upstarts”!

In addition to the ongoing spate of mergers, acquisitions and alliances, and organic development, there has also been a significant increase in the numbers of “new” entries into the FSM solution marketplace. In fact, probably more of this type of activity has occurred in this segment recently than in the past many years – or decades!

These “new” start-ups can essentially be divided into two main categories: (1) FSM Start-ups, that are trying earnestly to find a way to enter – and successfully penetrate – the FSM market, by leveraging new technologies, experienced leadership, deep (enough) pockets, investment capital and a bit of luck into a services growth segment where they believe they can actually make a difference.

However, it is the FSM Upstarts, that are basically trying to ride the Cloud-based, or SaaS, solution wave into a “new” market opportunity (for them), in order to make a quick buck when all they ultimately plan to do is to be acquired by a larger organization in another year or two. As such, it is truly a “buyer beware” market, as there are a great number of “new” upstart FSM solution providers that will not be around for very long.

Yes – the IoT is definitely changing the FSM marketplace – both rapidly and pervasively. You can blame it on the IoT for this rapid evolution (and disruption); however, you will also need to share some of the blame yourself if your organization is not keeping up with the advances in services management technology!

The Future of Field Service Management (FSM) – What Lies Ahead for an Industry that Is Constantly Evolving and Reinventing Itself

[The following is a first page excerpt from SFG℠‘s Analysts Take paper on “The Future of Field Service Management (FSM)” originally published this past July, 2017. Following the conclusion of our current, updated, survey research on the topics of Field Service, Service Parts Management and Warranty Management, we will be updating this document later in Q2, 2018. In the meantime, to download the entire original document, simply click on the Weblink provided at the bottom of this page.]

The global Field Service Management (FSM) segment has re-invented itself several times over the years, from break/fix, to network services, to software support and such. However, the introduction of the Internet of Things, or IoT, is going to have a much greater and profound impact on the global services community than anything else that has preceded it! In fact, it already is!

For years, services managers have been talking about ways in which to reduce the number of “truck rolls” in order to save money, and repair the customer’s equipment remotely – first, by phone, or assisted self-help; and, now, via remote diagnostics and predictive diagnostics.

Truck rolls are not necessarily a thing of the past; however, they have greatly diminished in frequency as a result of the integration of the predictive diagnostics, remote diagnostics and the IoT into Field Service Management (FSM) systems.

“Improvements in business analytics have also assisted field service managers in their ability to manage their entire business operations – and not just the field service aspects of the business.”

Improvements in business analytics have also assisted field service managers in their ability to manage their entire business operations – and not just the field service aspects of the business. There are more analytical tools available now than ever before, and most managers are actively engaging their dashboards, so they can intelligently manage their field service operations.

Through the use of Augmented Reality (AR) apps, now actively being combined with Virtual Reality (VR) to form a more complex and robust “Mixed Reality” (MR) capability, we are likely to see even more advances in the types of technologies that will ultimately reduce the cost of performing service – for both on-site and remote repairs – over time. Artificial Intelligence (AI) and Machine Learning (ML) immediately come to mind.

Also, with technology visionaries like Elon Musk, who started out with his Tesla automobile business, branching into solar panels and, of course, SpaceX, we are likely to see more and more technological advances coming down the pike. For example, Musk’s new venture, Neuralink, has set its goals on attaining the ability to “merge” the power of the human brain with the power of the IoT, in order to upload and download “human thoughts” onto chips, and vice versa.

Imagine the impact that new ventures like this will have on all aspects of business, not just in field services, if successful! All of a sudden, veteran field services technicians will become just as important as the influx of computer-savvy millennials with respect to their experiential value to the Field Service Organization (FSO). The process goes on and on, and field service management will continue to evolve over time, as a result.

[To download the entire Analysts Take paper on “The Future of Field Service Management (FSM)”, simply click on the following Weblink: The Future of FSM (Draft-17-06-29-01).]

Lessons Learned from WBR’s 2017 Field Service Fall Conference

FSM Is Taking a More Innovative and Progressive Approach to Meeting Evolving User Expectations

Introduction to Field Service Fall: Innovation. Progression. That’s Field Service!

There were a great many lessons to be learned about field service and customer support so far in 2017 due to a number of factors, including responses to multiple natural disasters (i.e., hurricanes, floods  and earthquakes); evolving patterns of customer needs, requirements and expectations (i.e., as a result of the introduction and proliferation of new technologies); a changing competitive landscape (e.g., the consolidation and/or acquisition of many of the “traditional” Field Service Management (FSM) solution providers, as well as the influx of many new start-ups); and so on.

That’s what’s makes the WBR 2017 Field Service Fall conference at Amelia Island, Florida, so important – especially as it immediately followed the destruction caused by Hurricane Irma only a couple of weeks earlier. Innovation and progress were certainly at the forefront of those services organizations proximate to Amelia Island (and Texas only a couple of weeks earlier) that were tasked to deal with the devastation that was brought forth.

General Conference Theme

First, as conference host, Sara Mueller, WBR’s Event Producer for the conference, stated in her opening remarks, that after speaking to a number of Field Service executives leading up to the event, most suggested that they were interested in learning more about what their peers were doing (or thinking of doing) with respect to dealing with major challenges and establishing priorities for moving forward.

To that end, Sara summarized the “Big Picture” that her executive interviews painted as consisting of the following four components:

  • Business Model Transformation – moving towards selling outcomes rather than selling a product;
  • Having the Right Field Force in Place – with the right information and tools at their fingertips;
  • Leveraging Digitalization and Connected Products – for better efficiency and service; and
  • Achieving Customer Satisfaction – and growth!

The main premise behind all of this “learning”, Sara said, could be summarized in a single quote from Benjamin Franklin: “Tell me and I forget, teach me and I may remember, involve me and I learn.” The next three days certainly bore out Franklin’s thoughts – all with clear examples and background provided.

However, there is always additional, or incremental, “learning” that can be attained by participating in events such as WBR’s Field Service Fall. The following is our “take” on the primary lessons learned over the course of the three day event.

Advancing Service Together

Before delving into specific topics relating to lessons learned from the conference, first, we believe it would be helpful to. Take a more broadly-defined look at what constitutes the basis of field service and customer support.

In his keynote presentation, Martin Knook, CEO at Gomocha, defined the components of “Advancing Service Together” as being based on the the responses to a series of questions, including:

  • What can I do for you today?
  • What can I do better this time?
  • What solution do you need tomorrow?
  • Do you have any pain points that you can share?
  • Are you happy with my product/service?
  • What else do you expect?

While admittedly, this list of questions is not complete, it at least establishes a base, or basis, for both the solution provider and the customer to begin the process of working together to a common end. “It’s not rocket science!”, Knook exclaimed. But it does begin the process of information exchange.

Knook also cited W. Edwards Deming, who said that, “Without data, you are just another person with an opinion.” However, data alone does not do the entire job – the data must, first be accurate and relevant, but it must then be converted into usable information and, ultimately actionable knowledge.

The challenges, according to Knook, are:

  • Servitization
  • Technology Capabilities
  • Existing Business Processes, Products and Services
  • Innovative Learning Organization

One of the greatest challenges is predicated on the fact that “only 18% of the companies interviewed have clear performance metrics in place.” This is also supported by Strategies For Growth’s (SFG’s) most recent survey data tree along that a similar percent do not currently even have a formal Key Performance Indicator (KPI) program in place.

However, these alarmingly low percentages may be somewhat offset by the fact that up to 62% of the organizations surveyed in SFG’s 2017 Field Service Benchmark Survey are currently establishing or enhancing their existing KPI programs to include more metrics measured, more sharing of data/information and the better application of those measurements into strengthening their ability to measure and improve existing levels of performance.

Denise Rundle, GM and Partner at Microsoft, took the discussion a bit further by discussing “Turning Customers into Raving Fans.” In her keynote presentation, she cited a quote from Microsoft CEO, Satya Nadella, who stated the company’s mission statement as, “Achieving our mission requires us to evolve our culture and it all starts with a growth mindset – a passion to learn and bring our best every day to make a bigger difference in the world.”

It’s all there: culture, passion to learn, bring our best, make a difference via the execution of our “growth mindset”. And, not the other way around!

  1. In order to execute on its mission, Microsoft has identified three breakthrough experiences that it believes will take it to the next level:
  2. Artificial Intelligence – the technology that will make the virtual agent more human and helps agents be more effective,
  3. Collaborative Delivery Model – based on the simple routing to groups of experts who solve cases collaboratively, and before and after sentiment to understand how  customers feel.
  4. Achieve More Conversations – through the application of machine learning, predictive analytics and targeting, and campaigns.

Rundle also spoke of the things that Microsoft has already begun implementing in these areas including: (1) extending conversations with customers by 30 seconds in order to “add real value to customers; (2) eliminate “painful routing” and “frustrating bounces” by channeling customer calls directly to “groups of collaborative product specialists” (i.e., rather than to a worldwide assortment of engineers, etc.): and (3) provide customers with an “end-to-end” user experience to create new opportunities to customers (as well as cross-sell and upsell opportunities to Microsoft).

Greatest Lessons Learned

Perhaps the greatest lessons learned from WBR’s 2017 Field Service Fall conference were focused in the following areas:

  • Digital Transformation
  • Connected Services / The Internet of Things (IoT)
  • Augmented Reality (AI) / Artificial Intelligence (AI) / Machine Learning (ML)
  • Outcome-Based Services
  • Dealing with a Changing Workforce / Leveraging a Contingent Workforce

[To download a complete copy of SFG℠‘s “Lessons Learned from WBR’s Field Service Fall ConferenceAnalysts Take report, please click on the following Weblink: @@@ 2017 Field Service Fall Analysts Take Report (17-10-16-01).]